In this video, we are going to look into not so exciting developments that connect Deep Learning with Knowledge Graph and GANs… let’s just hope it’s more fun than “Machine Learning Memes for Convolutional Teens”.

GAN Explained Link :    • Explaining math of GANs to teen (NIPS...  

The bot in the video is R2D2, which comes after OB1's 2nd gen in Star Wars. Audio change was a bit tricky.

Topics Covered in the video

1. Graph Convolutional Networks
2. Semi-supervised Learning
3. Knowledge Graphs and Ontology
4. Embedding in Knowledge Graphs
5. Adversarial Learning in Knowledge Graphs (KBGANs)

Please contribute to the initiative by donating to us via Patreon because we need the money to scale up our efforts and bring creative weirdos and nerdy dreamers together.

Patreon Link:   / crazymuse  

Even something as small as 1$ per creation can make a collective difference. Join us on slack if you want to contribute to the scripts that we write for the video.

Slack Link : https://goo.gl/GFW2My


Contributors for the Video

1. Script Writer : Jaley Dholakiya
2. Reviewers : Arjun Shetty, Sidharth Aiyar, Saikat Paul
3. Animator and Moderator : Jaley Dholakiya

References

1. Blog on Graph Convolutional Network : https://tkipf.github.io/graph-convolu...

2. Semi-supervised learning in Knowledge Graphs (Gaussian Field): http://mlg.eng.cam.ac.uk/zoubin/paper...

3. Trans-E embedding (NIPS) : https://papers.nips.cc/paper/5071-tra...

4. Trans-D embedding : http://www.aclweb.org/anthology/P15-1067

5. KBGANs : https://arxiv.org/pdf/1711.04071.pdf

Current Contributors on Patreon (   / crazymuse   )
1. Aaron Mathew (main contributor)
2. Parth Parikh
3. Sean Marrett
4. Laher D
5. Abhijith N

AI , Machine Learning , KBGANs, DBPedia, Facebook Graphs